Overall
Column
Ridge(1)

Ridge(2)

Ridge(3)

LASSO(1)

LASSO(2)

LASSO(3)

Elastic Net(1)

Elastic Net(2)

Elastic Net(3)

Column
Ridge
|
Fold1
|
Fold2
|
Fold3
|
Fold4
|
Fold5
|
Mean
|
|
0.8783784
|
0.7945205
|
0.8219178
|
0.7894737
|
0.8666667
|
0.8301914
|
|
|
Cubic
|
Tilted
|
Others
|
|
Cubic
|
155
|
28
|
3
|
|
Tilted
|
22
|
125
|
6
|
|
Others
|
2
|
2
|
28
|
|
Total
|
179
|
155
|
37
|
|
|
Cubic
|
Tilted
|
Others
|
|
Cubic
|
0.87
|
0.18
|
0.08
|
|
Tilted
|
0.12
|
0.81
|
0.16
|
|
Others
|
0.01
|
0.01
|
0.76
|
|
Total
|
100%
|
100%
|
100%
|
LASSO
|
Fold1
|
Fold2
|
Fold3
|
Fold4
|
Fold5
|
Mean
|
|
0.8378378
|
0.8219178
|
0.7808219
|
0.7894737
|
0.8933333
|
0.8246769
|
|
|
Cubic
|
Tilted
|
Others
|
|
Cubic
|
154
|
27
|
4
|
|
Tilted
|
23
|
126
|
7
|
|
Others
|
2
|
2
|
26
|
|
Total
|
179
|
155
|
37
|
|
|
Cubic
|
Tilted
|
Others
|
|
Cubic
|
0.86
|
0.17
|
0.11
|
|
Tilted
|
0.13
|
0.81
|
0.19
|
|
Others
|
0.01
|
0.01
|
0.7
|
|
Total
|
100%
|
100%
|
100%
|
Elastic Net
|
Fold1
|
Fold2
|
Fold3
|
Fold4
|
Fold5
|
Mean
|
|
0.8783784
|
0.7945205
|
0.8630137
|
0.8026316
|
0.88
|
0.8437088
|
|
|
Cubic
|
Tilted
|
Others
|
|
Cubic
|
156
|
26
|
2
|
|
Tilted
|
20
|
128
|
6
|
|
Others
|
3
|
1
|
29
|
|
Total
|
179
|
155
|
37
|
|
|
Cubic
|
Tilted
|
Others
|
|
Cubic
|
0.87
|
0.17
|
0.05
|
|
Tilted
|
0.11
|
0.83
|
0.16
|
|
Others
|
0.02
|
0.01
|
0.78
|
|
Total
|
100%
|
100%
|
100%
|
Anion O
Column
Ridge(1)

Ridge(2)

Ridge(3)

LASSO(1)

Lasso(2)

Lasso(3)

Elastic Net(1)

Elastic Net(2)

Elastic Net(3)

Column
Ridge
|
Fold1
|
Fold2
|
Fold3
|
Fold4
|
Fold5
|
Mean
|
|
0.9649123
|
0.8793103
|
0.8813559
|
0.877193
|
0.8793103
|
0.8964164
|
|
|
Cubic
|
Tilted
|
Others
|
|
Cubic
|
121
|
14
|
2
|
|
Tilted
|
10
|
127
|
3
|
|
Others
|
1
|
0
|
11
|
|
Total
|
132
|
141
|
16
|
|
|
Cubic
|
Tilted
|
Others
|
|
Cubic
|
0.92
|
0.1
|
0.12
|
|
Tilted
|
0.08
|
0.9
|
0.19
|
|
Others
|
0.01
|
0
|
0.69
|
|
Total
|
100%
|
100%
|
100%
|
LASSO
|
Fold1
|
Fold2
|
Fold3
|
Fold4
|
Fold5
|
Mean
|
|
0.9473684
|
0.8793103
|
0.8813559
|
0.8596491
|
0.8793103
|
0.8893988
|
|
|
Cubic
|
Tilted
|
Others
|
|
Cubic
|
120
|
14
|
2
|
|
Tilted
|
10
|
127
|
4
|
|
Others
|
2
|
0
|
10
|
|
Total
|
132
|
141
|
16
|
|
|
Cubic
|
Tilted
|
Others
|
|
Cubic
|
0.91
|
0.1
|
0.12
|
|
Tilted
|
0.08
|
0.9
|
0.25
|
|
Others
|
0.02
|
0
|
0.62
|
|
Total
|
100%
|
100%
|
100%
|
Elastic Net
|
Fold1
|
Fold2
|
Fold3
|
Fold4
|
Fold5
|
Mean
|
|
0.9649123
|
0.8793103
|
0.8644068
|
0.8596491
|
0.8275862
|
0.8791729
|
|
|
Cubic
|
Tilted
|
Others
|
|
Cubic
|
115
|
13
|
2
|
|
Tilted
|
14
|
128
|
3
|
|
Others
|
3
|
0
|
11
|
|
Total
|
132
|
141
|
16
|
|
|
Cubic
|
Tilted
|
Others
|
|
Cubic
|
0.87
|
0.09
|
0.12
|
|
Tilted
|
0.11
|
0.91
|
0.19
|
|
Others
|
0.02
|
0
|
0.69
|
|
Total
|
100%
|
100%
|
100%
|
Anion F
Column
Ridge(1)

Ridge(2)

LASSO(1)

Lasso(2)

Elastic Net(1)

Elastic Net(2)

Column
Ridge
|
Fold1
|
Fold2
|
Fold3
|
Fold4
|
Fold5
|
Mean
|
|
0.7272727
|
0.6363636
|
0.8
|
0.8181818
|
0.75
|
0.7463636
|
|
|
Cubic
|
Tilted
|
Others
|
|
Cubic
|
37
|
10
|
3
|
|
Tilted
|
1
|
0
|
0
|
|
Others
|
0
|
0
|
4
|
|
Total
|
38
|
10
|
7
|
|
|
Cubic
|
Tilted
|
Others
|
|
Cubic
|
0.97
|
1
|
0.43
|
|
Tilted
|
0.03
|
0
|
0
|
|
Others
|
0
|
0
|
0.57
|
|
Total
|
100%
|
100%
|
100%
|
LASSO
|
Fold1
|
Fold2
|
Fold3
|
Fold4
|
Fold5
|
Mean
|
|
0.8181818
|
0.6363636
|
0.8
|
0.8181818
|
0.75
|
0.7645455
|
|
|
Cubic
|
Tilted
|
Others
|
|
Cubic
|
34
|
6
|
2
|
|
Tilted
|
4
|
3
|
0
|
|
Others
|
0
|
1
|
5
|
|
Total
|
38
|
10
|
7
|
|
|
Cubic
|
Tilted
|
Others
|
|
Cubic
|
0.89
|
0.6
|
0.29
|
|
Tilted
|
0.11
|
0.3
|
0
|
|
Others
|
0
|
0.1
|
0.71
|
|
Total
|
100%
|
100%
|
100%
|
Elastic Net
|
Fold1
|
Fold2
|
Fold3
|
Fold4
|
Fold5
|
Mean
|
|
0.7272727
|
0.7272727
|
0.8
|
0.8181818
|
0.8333333
|
0.7812121
|
|
|
Cubic
|
Tilted
|
Others
|
|
Cubic
|
36
|
6
|
3
|
|
Tilted
|
2
|
3
|
0
|
|
Others
|
0
|
1
|
4
|
|
Total
|
38
|
10
|
7
|
|
|
Cubic
|
Tilted
|
Others
|
|
Cubic
|
0.95
|
0.6
|
0.43
|
|
Tilted
|
0.05
|
0.3
|
0
|
|
Others
|
0
|
0.1
|
0.57
|
|
Total
|
100%
|
100%
|
100%
|
Other anions
Column
Ridge(1)

Ridge(2)

Ridge(3)

LASSO(1)

Lasso(2)

Lasso(3)

Elastic Net(1)

Elastic Net(2)

Elastic Net(3)

Column
Ridge
|
Fold1
|
Fold2
|
Fold3
|
Fold4
|
Fold5
|
Mean
|
|
0.8461538
|
0.8
|
0.8
|
0.775
|
0.75
|
0.7942308
|
|
|
Cubic
|
Tilted
|
Others
|
|
Cubic
|
80
|
17
|
3
|
|
Tilted
|
16
|
59
|
3
|
|
Others
|
0
|
2
|
19
|
|
Total
|
96
|
78
|
25
|
|
|
Cubic
|
Tilted
|
Others
|
|
Cubic
|
0.83
|
0.22
|
0.12
|
|
Tilted
|
0.17
|
0.76
|
0.12
|
|
Others
|
0
|
0.03
|
0.76
|
|
Total
|
100%
|
100%
|
100%
|
LASSO
|
Fold1
|
Fold2
|
Fold3
|
Fold4
|
Fold5
|
Mean
|
|
0.8461538
|
0.675
|
0.825
|
0.825
|
0.75
|
0.7842308
|
|
|
Cubic
|
Tilted
|
Others
|
|
Cubic
|
82
|
18
|
3
|
|
Tilted
|
14
|
55
|
3
|
|
Others
|
0
|
5
|
19
|
|
Total
|
96
|
78
|
25
|
|
|
Cubic
|
Tilted
|
Others
|
|
Cubic
|
0.85
|
0.23
|
0.12
|
|
Tilted
|
0.15
|
0.71
|
0.12
|
|
Others
|
0
|
0.06
|
0.76
|
|
Total
|
100%
|
100%
|
100%
|
Elastic Net
|
Fold1
|
Fold2
|
Fold3
|
Fold4
|
Fold5
|
Mean
|
|
0.8205128
|
0.825
|
0.775
|
0.825
|
0.8
|
0.8091026
|
|
|
Cubic
|
Tilted
|
Others
|
|
Cubic
|
86
|
16
|
3
|
|
Tilted
|
9
|
60
|
7
|
|
Others
|
1
|
2
|
15
|
|
Total
|
96
|
78
|
25
|
|
|
Cubic
|
Tilted
|
Others
|
|
Cubic
|
0.9
|
0.21
|
0.12
|
|
Tilted
|
0.09
|
0.77
|
0.28
|
|
Others
|
0.01
|
0.03
|
0.6
|
|
Total
|
100%
|
100%
|
100%
|